一文探秘LLM应用开发(21)-Prompt(编写技巧)_llm prompt

Write a thank you note to my steel bolt vendor for getting the delivery in on time and in short notice. This made it possible for us to deliver an important order.

Summarize the text delimited by triple quotes with a haiku.

"""insert text here"""

<article> insert first article here </article>

<article> insert second article here </article>

Abstract: insert abstract here

Title: insert title here

Use the following step-by-step instructions to respond to user inputs.

Step 1 - The user will provide you with text in triple quotes. Summarize this text in one sentence with a prefix that says "Summary: ". 

Step 2 - Translate the summary from Step 1 into Spanish, with a prefix that says "Translation: ".

Summarize the text delimited by triple quotes in about 50 words.

"""insert text here"""

Summarize the text delimited by triple quotes in 2 paragraphs.

"""insert text here"""

Summarize the text delimited by triple quotes in 3 bullet points. 

"""insert text here"""

<insert articles, each delimited by triple quotes>

Question: <insert question here>

"""<insert document here>"""

Question: <insert question here>

You will be provided with customer service queries. Classify each query into a primary category and a secondary category. Provide your output in json format with the keys: primary and secondary. Primary categories: Billing, Technical Support, Account Management, or General Inquiry. 

Billing secondary categories: 

- Unsubscribe or upgrade 

- Add a payment method 

- Explanation for charge 

- Dispute a charge 

Technical Support secondary categories:

- Troubleshooting 

- Device compatibility 

- Software updates

Account Management secondary categories:

- Password reset 

- Update personal information 

- Close account 

- Account security

General Inquiry secondary categories:

- Product information 

- Pricing - Feedback 

- Speak to a human

- Password reset 

- Update personal information 

- Close account 

- Account security

General Inquiry secondary categories:

- Product information

- Pricing

- Feedback 

- Speak to a human

You will be provided with customer service inquiries that require troubleshooting in a technical support context. Help the user by:

- Ask them to check that all cables to/from the router are connected. Note that it is common for cables to come loose over time.

- If all cables are connected and the issue persists, ask them which router model they are using

- Now you will advise them how to restart their device: 

-- If the model number is MTD-327J, advise them to push the red button and hold it for 5 seconds, then wait 5 minutes before testing the connection.

-- If the model number is MTD-327S, advise them to unplug and replug it, then wait 5 minutes before testing the connection.

- If the customer's issue persists after restarting the device and waiting 5 minutes, connect them to IT support by outputting {"IT support requested"}.

- If the user starts asking questions that are unrelated to this topic then confirm if they would like to end the current chat about troubleshooting and classify their request according to the following scheme:

<insert primary/secondary classification scheme from above here>

-- If the model number is MTD-327S, advise them to unplug and replug it, then wait 5 minutes before testing the connection.

- If the customer's issue persists after restarting the device and waiting 5 minutes, connect them to IT support by outputting {"IT support requested"}.

- If the user starts asking questions that are unrelated to this topic then confirm if they would like to end the current chat about troubleshooting and classify their request according to the following scheme:

<insert primary/secondary classification scheme from above here>

Determine if the student's solution is correct or not.

Problem Statement: I'm building a solar power installation and I need help working out the financials.

- Land costs $100 / square foot 

- I can buy solar panels for $250 / square foot 

- I negotiated a contract for maintenance that will cost me a flat $100k per year, and an additional $10 / square foot What is the total cost for the first year of operations as a function of the number of square feet.

Student's Solution: Let x be the size of the installation in square feet. 1. Land cost: 100x 

2. Solar panel cost: 250x 

3. Maintenance cost: 100,000 + 100x Total cost: 100x + 250x + 100,000 + 100x = 450x + 100,000

Problem Statement: I'm building a solar power installation and I need help working out the financials.

- Land costs $100 / square foot 

- I can buy solar panels for $250 / square foot 

- I negotiated a contract for maintenance that will cost me a flat $100k per year, and an additional $10 / square foot What is the total cost for the first year of operations as a function of the number of square feet.

Student's Solution: Let x be the size of the installation in square feet. 1. Land cost: 100x 

2. Solar panel cost: 250x 

3. Maintenance cost: 100,000 + 100x Total cost: 100x + 250x + 100,000 + 100x = 450x + 100,000

Let x be the size of the installation in square feet.

1. Land cost: 100x 

2. Solar panel cost: 250x 

3. Maintenance cost: 100,000 + 10x Total cost: 100x + 250x + 100,000 + 10x = 360x + 100,000 

The student's solution is incorrect. They made an error in the maintenance cost calculation, using 100x instead of 10x. The correct total cost for the first year of operations is 360x + 100,000.

Follow these steps to answer the user queries.

Step 1 - First work out your own solution to the problem. Don't rely on the student's solution since it may be incorrect. Enclose all your work for this step within triple quotes ("""). 

Step 2 - Compare your solution to the student's solution and evaluate if the student's solution is correct or not. Enclose all your work for this step within triple quotes (""").

Step 3 - If the student made a mistake, determine what hint you could give the student without giving away the answer. Enclose all your work for this step within triple quotes ("""). 

Step 4 - If the student made a mistake, provide the hint from the previous step to the student (outside of triple quotes). Instead of writing "Step 4 - ..." write "Hint:".

Problem Statement: <insert problem statement> 

Student Solution: <insert student solution>

Problem statement: """<insert problem statement>"""

Your solution: """<insert model generated solution>""" 

Student’s solution: """<insert student's solution>"""

Problem statement: """<insert problem statement>"""

Your solution: """<insert model generated solution>""" 

Student’s solution: """<insert student's solution>""" 

Analysis: """<insert model generated analysis from previous step>"""

You will be provided with a document delimited by triple quotes. Your task is to select excerpts which pertain to the following question: "What significant paradigm shifts have occurred in the history of artificial intelligence." Ensure that excerpts contain all relevant context needed to interpret them - in other words don't extract small snippets that are missing important context. Provide output in JSON format as follows:

[{"excerpt": "..."}, 

... 

{"excerpt": "..."}]

[{"excerpt": "the model writes an excerpt here"},

... 

{"excerpt": "the model writes another excerpt here"}]

You can write and execute Python code by enclosing it in triple backticks. Also note that you have access to the following module to help users send messages to their friends:

```python import message message.write(to="John", message="Hey, want to meetup after work?")```

DIFFERENCE TO DETECT

SAMPLE SIZE NEEDED FOR 95% CONFIDENCE

30%

~10

10%

~100

3%

~1,000

1%

~10,000

You will be provided with text delimited by triple quotes that is supposed to be the answer to a question. Check if the following pieces of information are directly contained in the answer:

- Neil Armstrong was the first person to walk on the moon. 

- The date Neil Armstrong first walked on the moon was July 21, 1969.

For each of these points perform the following steps:

1 - Restate the point. 

2 - Provide a citation from the answer which is closest to this point. 

3 - Consider if someone reading the citation who doesn't know the topic could directly infer the point. Explain why or why not before making up your mind. 

4 - Write "yes" if the answer to 3 was yes, otherwise write "no".

Finally, provide a count of how many "yes" answers there are. Provide this count as {"count": <insert count here>}.

1 - Restate the point. 

2 - Provide a citation from the answer which is closest to this point. 

3 - Consider if someone reading the citation who doesn't know the topic could directly infer the point. Explain why or why not before making up your mind. 

4 - Write "yes" if the answer to 3 was yes, otherwise write "no".

Finally, provide a count of how many "yes" answers there are. Provide this count as {"count": <insert count here>}.

Use the following steps to respond to user inputs. Fully restate each step before proceeding. i.e. "Step 1: Reason...".

Step 1: Reason step-by-step about whether the information in the submitted answer compared to the expert answer is either: disjoint, equal, a subset, a superset, or overlapping (i.e. some intersection but not subset/superset).

Step 2: Reason step-by-step about whether the submitted answer contradicts any aspect of the expert answer.

Step 3: Output a JSON object structured like: {"type_of_overlap": "disjoint" or "equal" or "subset" or "superset" or "overlapping", "contradiction": true or false}

Question: """What event is Neil Armstrong most famous for and on what date did it occur? Assume UTC time."""

Submitted Answer: """Didn't he walk on the moon or something?""" 

Expert Answer: """Neil Armstrong is most famous for being the first person to walk on the moon. This historic event occurred on July 21, 1969."""

Question: """What event is Neil Armstrong most famous for and on what date did it occur? Assume UTC time."""

Submitted Answer: """On the 21st of July 1969, Neil Armstrong became the second person to walk on the moon, following after Buzz Aldrin."""

Expert Answer: """Neil Armstrong is most famous for being the first person to walk on the moon. This historic event occurred on July 21, 1969."""

Question: """What event is Neil Armstrong most famous for and on what date did it occur? Assume UTC time."""

Submitted Answer: """At approximately 02:56 UTC on July 21st 1969, Neil Armstrong became the first human to set foot on the lunar surface, marking a monumental achievement in human history."""

Expert Answer: """Neil Armstrong is most famous for being the first person to walk on the moon. This historic event occurred on July 21, 1969."""